Period
to 25 February 2018

The table below looks at the prevalence of the term Data Structures in permanent job vacancies advertised in Manchester. Included is a benchmarking guide to the salaries offered in vacancies that have cited Data Structures over the 6 months to 25 February 2018 with a comparison to the same period over the previous 2 years.

Data Structures
North West > Manchester
6 months to
25 Feb 2018
Same period 2017 Same period 2016
Rank 220 215 257
Rank change year-on-year -5 +42 +4
Permanent jobs citing Data Structures 61 80 17
As % of all permanent IT jobs advertised in Manchester 0.84% 1.05% 0.24%
As % of the Miscellaneous category 2.16% 2.43% 0.65%
Number of salaries quoted 65 80 17
Manchester median annual salary £57,500 £60,000 £40,000
Median salary % change year-on-year -4.17% +50.00% -5.88%
10th Percentile £37,500 £47,500 £32,500
90th Percentile £66,250 £75,000 £50,250
North West median annual salary £52,500 £60,000 £35,000
% change year-on-year -12.50% +71.43% -17.65%

Data Structures is in the Generic IT Skills category. The following table is for comparison with the above and provides summary statistics for all permanent job vacancies advertised in Manchester with a requirement for generic IT skills.

All Generic IT Skills
Manchester
Permanent vacancies with a requirement for generic IT skills 2,824 3,287 2,618
As % of all permanent IT jobs advertised in Manchester 39.12% 43.32% 37.45%
Number of salaries quoted 2,279 2,781 2,094
Manchester median annual salary £43,000 £42,500 £42,500
Median salary % change year-on-year +1.18% - +13.33%
10th Percentile £26,500 £26,250 £23,575
90th Percentile £68,250 £63,750 £65,000
North West median annual salary £42,500 £40,000 £40,000
% change year-on-year +6.25% - +2.56%

Data Structures
Job Vacancy Trend in Manchester

Job postings citing Data Structures as a percentage of all IT jobs advertised in Manchester.

Job vacancy trend for Data Structures in Manchester

Data Structures
Salary Trend in Manchester

This chart provides the 3-month moving average for salaries quoted in permanent IT jobs citing Data Structures in Manchester.

Salary trend for Data Structures in Manchester

Data Structures
Salary Histogram in Manchester

The salary distribution of IT jobs citing Data Structures in Manchester over the 6 months to 25 February 2018.

Salary histogram for Data Structures in Manchester

Data Structures
Job Locations in Manchester

The table below looks at the demand and provides a guide to the median salaries quoted in IT jobs citing Data Structures within the Manchester region over the 6 months to 25 February 2018. The 'Rank Change' column provides an indication of the change in demand within each location based on the same 6 month period last year.

Location Rank Change
on Same Period
Last Year
Matching
Permanent
IT Job Ads
Median Salary
Past 6 Months
Median Salary
% Change
on Same Period
Last Year
Live
Job
Vacancies
Bury - 6 £50,000 -
Stockport - 2 £54,000 -
Sale - 1 £43,000 -
Data Structures
North West

For the 6 months to 25 February 2018, IT jobs citing Data Structures also mentioned the following skills in order of popularity. The figures indicate the absolute number co-occurrences and as a proportion of all permanent job ads across the Manchester region with a requirement for Data Structures.

1 34 (55.74%) Degree
2 33 (54.10%) SQL
3 31 (50.82%) Algorithms
4 25 (40.98%) OO
4 25 (40.98%) Continuous Integration
5 23 (37.70%) Test Automation
5 23 (37.70%) NoSQL
5 23 (37.70%) Java
6 22 (36.07%) Subversion
6 22 (36.07%) Mercurial
6 22 (36.07%) Git (software)
7 21 (34.43%) Software Engineering
8 17 (27.87%) SAP
9 16 (26.23%) Business Intelligence
10 13 (21.31%) Data Analysis
11 10 (16.39%) Finance
12 9 (14.75%) Data Warehouse
12 9 (14.75%) ETL
12 9 (14.75%) JavaScript
12 9 (14.75%) Analytics
12 9 (14.75%) ETL Development
13 8 (13.11%) BusinessObjects Business Intelligence
13 8 (13.11%) IFRS
13 8 (13.11%) SAP S/4HANA
13 8 (13.11%) SAP BPC
13 8 (13.11%) PHP
13 8 (13.11%) Cognos
14 7 (11.48%) Data Modelling
14 7 (11.48%) Computer Science
14 7 (11.48%) jQuery

Data Structures
Co-occurring IT Skills in Manchester by Category

The follow tables expand on the table above by listing co-occurrences grouped by category. The same job type, locality and period is covered with up to 20 co-occurrences shown in each of the following categories:

Application Platforms
1 4 (6.56%) Apache Spark
2 1 (1.64%) CMS
2 1 (1.64%) Predix
Applications
1 1 (1.64%) Microsoft Excel
1 1 (1.64%) Microsoft Office
Business Applications
1 8 (13.11%) SAP BPC
1 8 (13.11%) SAP S/4HANA
2 5 (8.20%) Magento
3 1 (1.64%) Dynamics CRM
3 1 (1.64%) Dynamics NAV
3 1 (1.64%) NetSuite
Cloud Services
1 2 (3.28%) npm
2 1 (1.64%) Amazon AWS
2 1 (1.64%) Firebase
2 1 (1.64%) Google Tag Manager
2 1 (1.64%) Trello
Database & Business Intelligence
1 23 (37.70%) NoSQL
2 9 (14.75%) Data Warehouse
3 8 (13.11%) BusinessObjects Business Intelligence
4 6 (9.84%) SQL Server Integration Services
5 5 (8.20%) MySQL
5 5 (8.20%) Pentaho
5 5 (8.20%) SAP Data Services
6 4 (6.56%) Cognos Analysis Studio
6 4 (6.56%) Cognos Framework Manager
6 4 (6.56%) Cognos Report Studio
6 4 (6.56%) Hadoop
6 4 (6.56%) Relational Database
6 4 (6.56%) Roambi
6 4 (6.56%) SAP BW
6 4 (6.56%) SQL Server
7 3 (4.92%) RDBMS
8 2 (3.28%) SQL Server Analysis Services
8 2 (3.28%) SQL Server Reporting Services
9 1 (1.64%) Power BI
Development Applications
1 22 (36.07%) Git (software)
1 22 (36.07%) Mercurial
1 22 (36.07%) Subversion
2 2 (3.28%) webpack
3 1 (1.64%) Babel
3 1 (1.64%) Grunt
3 1 (1.64%) gulp
3 1 (1.64%) PostCSS
General
1 10 (16.39%) Finance
2 5 (8.20%) Retail
3 1 (1.64%) Law
3 1 (1.64%) Marketing
Job Titles
1 21 (34.43%) Software Engineer
2 20 (32.79%) Java Engineer
2 20 (32.79%) Java Software Engineer
2 20 (32.79%) Senior Java Engineer
2 20 (32.79%) Senior Java Software Engineer
2 20 (32.79%) Senior Software Engineer
3 13 (21.31%) Developer
4 8 (13.11%) Consultant
4 8 (13.11%) SAP BPC Consultant
4 8 (13.11%) SAP Consultant
5 7 (11.48%) Analyst
6 5 (8.20%) Magento Developer
7 4 (6.56%) Architect
7 4 (6.56%) Cognos Developer
7 4 (6.56%) Data Analyst
7 4 (6.56%) Data Scientist
7 4 (6.56%) PHP Developer
7 4 (6.56%) Senior Developer
7 4 (6.56%) SQL Developer
8 3 (4.92%) Technical Architect
Libraries, Frameworks & Software Standards
1 7 (11.48%) jQuery
2 4 (6.56%) CSS
2 4 (6.56%) HTML
3 2 (3.28%) Redux
3 2 (3.28%) XHTML
4 1 (1.64%) .NET
4 1 (1.64%) Browserify
4 1 (1.64%) CSS3
4 1 (1.64%) HTML5
4 1 (1.64%) Immutable.js
4 1 (1.64%) LESS
4 1 (1.64%) Node.js
4 1 (1.64%) React
4 1 (1.64%) RequireJS
4 1 (1.64%) RESTful
4 1 (1.64%) Sass
4 1 (1.64%) Visualforce
Miscellaneous
1 31 (50.82%) Algorithms
2 7 (11.48%) Computer Science
3 5 (8.20%) Analytical Skills
4 2 (3.28%) Management Information System
5 1 (1.64%) Hybrid Cloud
5 1 (1.64%) User Experience
Processes & Methodologies
1 25 (40.98%) Continuous Integration
1 25 (40.98%) OO
2 23 (37.70%) Test Automation
3 21 (34.43%) Software Engineering
4 16 (26.23%) Business Intelligence
5 13 (21.31%) Data Analysis
6 9 (14.75%) Analytics
6 9 (14.75%) ETL
6 9 (14.75%) ETL Development
7 7 (11.48%) Data Modelling
8 6 (9.84%) E-Commerce
9 5 (8.20%) Agile Software Development
9 5 (8.20%) Data Integration
9 5 (8.20%) Prototyping
9 5 (8.20%) Use Case
10 4 (6.56%) Data Science
10 4 (6.56%) Machine Learning
10 4 (6.56%) Mentoring
10 4 (6.56%) Predictive Modelling
10 4 (6.56%) System Testing
Programming Languages
1 33 (54.10%) SQL
2 23 (37.70%) Java
3 9 (14.75%) JavaScript
4 8 (13.11%) PHP
5 4 (6.56%) C#
5 4 (6.56%) HiveQL
5 4 (6.56%) Python
5 4 (6.56%) R
5 4 (6.56%) Scala
6 2 (3.28%) ES7
7 1 (1.64%) Apex Code
7 1 (1.64%) ES6
7 1 (1.64%) ES8
Qualifications
1 34 (55.74%) Degree
2 3 (4.92%) Computer Science Degree
Quality Assurance & Compliance
1 8 (13.11%) IFRS
2 5 (8.20%) QA
3 1 (1.64%) Data Quality
3 1 (1.64%) GDPR
3 1 (1.64%) SLA
System Software
1 4 (6.56%) HDFS
Vendors
1 17 (27.87%) SAP
2 8 (13.11%) Cognos
3 4 (6.56%) Hyperion
4 1 (1.64%) Google
4 1 (1.64%) Microsoft
4 1 (1.64%) Salesforce.com
4 1 (1.64%) Tableau